Analise Exploratória CEAPS.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "#Alterando configurações padrão dos plots\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.rcParams['figure.figsize'] = (15, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Leitura do dataset\n",
    "df = pd.read_csv('dados_limpos_ceaps.csv', encoding='latin1', parse_dates=['DATA'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>SENADOR</th>\n",
       "      <th>TIPO_DESPESA</th>\n",
       "      <th>CNPJ_CPF</th>\n",
       "      <th>FORNECEDOR</th>\n",
       "      <th>DOCUMENTO</th>\n",
       "      <th>DATA</th>\n",
       "      <th>DETALHAMENTO</th>\n",
       "      <th>VALOR_REEMBOLSADO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 1</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>05.914.650/0001-66</td>\n",
       "      <td>ELETROBRÁS DISTRIBUIÇÃO RONDÔNIA</td>\n",
       "      <td>000011328</td>\n",
       "      <td>2016-01-13</td>\n",
       "      <td>Despesa com pagamento de energia elétrica para...</td>\n",
       "      <td>73.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 1</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>05.914.650/0001-66</td>\n",
       "      <td>ELETROBRÁS DISTRIBUIÇÃO RONDÔNIA</td>\n",
       "      <td>000011327</td>\n",
       "      <td>2016-01-18</td>\n",
       "      <td>Pagamento de energia elétrica para o escritóri...</td>\n",
       "      <td>206.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 1</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>004.948.028-63</td>\n",
       "      <td>GILBERTO PISELO DO NASCIMENTO</td>\n",
       "      <td>001/16</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>Despesa com pagamento de aluguel, utilizado pa...</td>\n",
       "      <td>6000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 1</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>05.423.963/0001-11</td>\n",
       "      <td>OI MÓVEL S.A.</td>\n",
       "      <td>661639001</td>\n",
       "      <td>2016-01-16</td>\n",
       "      <td>despesa com pagamento de telefonia para o escr...</td>\n",
       "      <td>407.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 1</td>\n",
       "      <td>Despesas gerais</td>\n",
       "      <td>62.652.961/0001-38</td>\n",
       "      <td>AGÊNCIA ESTADO S.A.</td>\n",
       "      <td>00608918</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>Aquisição de publicação virtual de conteúdo jo...</td>\n",
       "      <td>550.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO  MES    SENADOR     TIPO_DESPESA            CNPJ_CPF  \\\n",
       "0  2016    1  SENADOR 1          Aluguel  05.914.650/0001-66   \n",
       "1  2016    1  SENADOR 1          Aluguel  05.914.650/0001-66   \n",
       "2  2016    1  SENADOR 1          Aluguel      004.948.028-63   \n",
       "3  2016    1  SENADOR 1          Aluguel  05.423.963/0001-11   \n",
       "4  2016    1  SENADOR 1  Despesas gerais  62.652.961/0001-38   \n",
       "\n",
       "                         FORNECEDOR  DOCUMENTO       DATA  \\\n",
       "0  ELETROBRÁS DISTRIBUIÇÃO RONDÔNIA  000011328 2016-01-13   \n",
       "1  ELETROBRÁS DISTRIBUIÇÃO RONDÔNIA  000011327 2016-01-18   \n",
       "2     GILBERTO PISELO DO NASCIMENTO     001/16 2016-04-01   \n",
       "3                     OI MÓVEL S.A.  661639001 2016-01-16   \n",
       "4               AGÊNCIA ESTADO S.A.   00608918 2016-06-01   \n",
       "\n",
       "                                        DETALHAMENTO  VALOR_REEMBOLSADO  \n",
       "0  Despesa com pagamento de energia elétrica para...              73.60  \n",
       "1  Pagamento de energia elétrica para o escritóri...             206.84  \n",
       "2  Despesa com pagamento de aluguel, utilizado pa...            6000.00  \n",
       "3  despesa com pagamento de telefonia para o escr...             407.48  \n",
       "4  Aquisição de publicação virtual de conteúdo jo...             550.00  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Primeiras linhas do dataset\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ANO                           int64\n",
       "MES                           int64\n",
       "SENADOR                      object\n",
       "TIPO_DESPESA                 object\n",
       "CNPJ_CPF                     object\n",
       "FORNECEDOR                   object\n",
       "DOCUMENTO                    object\n",
       "DATA                 datetime64[ns]\n",
       "DETALHAMENTO                 object\n",
       "VALOR_REEMBOLSADO           float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Verificando como o Pandas está interpretando cada coluna\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>VALOR_REEMBOLSADO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>26691.0</td>\n",
       "      <td>26691.000000</td>\n",
       "      <td>26691.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>6.470908</td>\n",
       "      <td>947.484513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.257134</td>\n",
       "      <td>2733.820037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>124.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>324.790000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>956.865000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>256980.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ANO           MES  VALOR_REEMBOLSADO\n",
       "count  26691.0  26691.000000       26691.000000\n",
       "mean    2016.0      6.470908         947.484513\n",
       "std        0.0      3.257134        2733.820037\n",
       "min     2016.0      1.000000           0.010000\n",
       "25%     2016.0      4.000000         124.000000\n",
       "50%     2016.0      6.000000         324.790000\n",
       "75%     2016.0      9.000000         956.865000\n",
       "max     2016.0     12.000000      256980.000000"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dados estatísticos de cada coluna numérica\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>SENADOR</th>\n",
       "      <th>TIPO_DESPESA</th>\n",
       "      <th>CNPJ_CPF</th>\n",
       "      <th>FORNECEDOR</th>\n",
       "      <th>DOCUMENTO</th>\n",
       "      <th>DATA</th>\n",
       "      <th>DETALHAMENTO</th>\n",
       "      <th>VALOR_REEMBOLSADO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6847</th>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>SENADOR 29</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>07.575.651/0001-59</td>\n",
       "      <td>GOL</td>\n",
       "      <td>NFPJ4Z</td>\n",
       "      <td>2016-03-22</td>\n",
       "      <td>Companhia Aérea: GOL, Localizador: NFPJ4Z. Pas...</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6848</th>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>SENADOR 29</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>07.575.651/0001-59</td>\n",
       "      <td>GOL</td>\n",
       "      <td>OEI85P</td>\n",
       "      <td>2016-03-30</td>\n",
       "      <td>Companhia Aérea: GOL, Localizador: OEI85P. Pas...</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11278</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>SENADOR 42</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>33.937.681/0001-78</td>\n",
       "      <td>LATAM</td>\n",
       "      <td>3EY28M</td>\n",
       "      <td>2016-02-06</td>\n",
       "      <td>Companhia Aérea: LATAM, Localizador: 3EY28M. P...</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11494</th>\n",
       "      <td>2016</td>\n",
       "      <td>12</td>\n",
       "      <td>SENADOR 42</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>07.575.651/0001-59</td>\n",
       "      <td>GOL TRANSPORTES AÉREOS S/A</td>\n",
       "      <td>NCNMYL</td>\n",
       "      <td>2016-10-17</td>\n",
       "      <td>Companhia Aérea: GOL, Localizador: NCNMYL. Pas...</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18749</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>SENADOR 64</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>12.281.922/0001-01</td>\n",
       "      <td>Via Berrini Turismo e Eventos Ltda ME</td>\n",
       "      <td>FT00020270</td>\n",
       "      <td>2016-07-21</td>\n",
       "      <td>Companhia Aérea: AZUL, Localizador: PYZD4M. Pa...</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23302</th>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>SENADOR 83</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>11.489.244/0001-04</td>\n",
       "      <td>CONTINENTAL TURISMO</td>\n",
       "      <td>BGNV5G</td>\n",
       "      <td>2016-03-31</td>\n",
       "      <td>Companhia Aérea: GOL, Localizador: BGNV5G. Pas...</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ANO  MES     SENADOR TIPO_DESPESA            CNPJ_CPF  \\\n",
       "6847   2016    3  SENADOR 29    Passagens  07.575.651/0001-59   \n",
       "6848   2016    3  SENADOR 29    Passagens  07.575.651/0001-59   \n",
       "11278  2016    6  SENADOR 42    Passagens  33.937.681/0001-78   \n",
       "11494  2016   12  SENADOR 42    Passagens  07.575.651/0001-59   \n",
       "18749  2016    6  SENADOR 64    Passagens  12.281.922/0001-01   \n",
       "23302  2016    3  SENADOR 83    Passagens  11.489.244/0001-04   \n",
       "\n",
       "                                  FORNECEDOR   DOCUMENTO       DATA  \\\n",
       "6847                                     GOL      NFPJ4Z 2016-03-22   \n",
       "6848                                     GOL      OEI85P 2016-03-30   \n",
       "11278                                  LATAM      3EY28M 2016-02-06   \n",
       "11494             GOL TRANSPORTES AÉREOS S/A      NCNMYL 2016-10-17   \n",
       "18749  Via Berrini Turismo e Eventos Ltda ME  FT00020270 2016-07-21   \n",
       "23302                    CONTINENTAL TURISMO      BGNV5G 2016-03-31   \n",
       "\n",
       "                                            DETALHAMENTO  VALOR_REEMBOLSADO  \n",
       "6847   Companhia Aérea: GOL, Localizador: NFPJ4Z. Pas...               0.01  \n",
       "6848   Companhia Aérea: GOL, Localizador: OEI85P. Pas...               0.01  \n",
       "11278  Companhia Aérea: LATAM, Localizador: 3EY28M. P...               0.01  \n",
       "11494  Companhia Aérea: GOL, Localizador: NCNMYL. Pas...               0.01  \n",
       "18749  Companhia Aérea: AZUL, Localizador: PYZD4M. Pa...               0.01  \n",
       "23302  Companhia Aérea: GOL, Localizador: BGNV5G. Pas...               0.01  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Seleção condicional onde pegamos todos as linhas cujo o valor reembolsado é R$ 0,01\n",
    "df[df['VALOR_REEMBOLSADO'] == 0.01]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>SENADOR</th>\n",
       "      <th>TIPO_DESPESA</th>\n",
       "      <th>CNPJ_CPF</th>\n",
       "      <th>FORNECEDOR</th>\n",
       "      <th>DOCUMENTO</th>\n",
       "      <th>DATA</th>\n",
       "      <th>DETALHAMENTO</th>\n",
       "      <th>VALOR_REEMBOLSADO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6756</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 29</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>409.134.304-04</td>\n",
       "      <td>ALDECI JOSÉ DE MEDEIROS CABO</td>\n",
       "      <td>01/16</td>\n",
       "      <td>2016-02-15</td>\n",
       "      <td>Referente pagamento de sala destinada ao escri...</td>\n",
       "      <td>1800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6757</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 29</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>10.835.932/0001-08</td>\n",
       "      <td>COMPAINHA ENERGÉTICA DE PERNAMBUCO</td>\n",
       "      <td>406028</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>Consumo de energia elétrica do escritório parl...</td>\n",
       "      <td>206.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6758</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 29</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>124.147.944-53</td>\n",
       "      <td>JOSÉ CARLOS FONTAINE COSTA</td>\n",
       "      <td>01/16</td>\n",
       "      <td>2016-01-15</td>\n",
       "      <td>Referente pagamento de sala destinada ao escri...</td>\n",
       "      <td>2160.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6759</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 29</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>20.755.190/0001-64</td>\n",
       "      <td>SUBCONDOMINIO COMPLEXO EMPRESARIAL RM TRADE CE...</td>\n",
       "      <td>a0911/927</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>Referente Taxa de condomínio do escritório par...</td>\n",
       "      <td>403.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6760</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>SENADOR 29</td>\n",
       "      <td>Aluguel</td>\n",
       "      <td>20.755.190/0001-64</td>\n",
       "      <td>SUBCONDOMINIO COMPLEXO EMPRESARIAL RM TRADE CE...</td>\n",
       "      <td>a0912-927</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>Referente Taxa de condomínio do escritório par...</td>\n",
       "      <td>486.06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ANO  MES     SENADOR TIPO_DESPESA            CNPJ_CPF  \\\n",
       "6756  2016    1  SENADOR 29      Aluguel      409.134.304-04   \n",
       "6757  2016    1  SENADOR 29      Aluguel  10.835.932/0001-08   \n",
       "6758  2016    1  SENADOR 29      Aluguel      124.147.944-53   \n",
       "6759  2016    1  SENADOR 29      Aluguel  20.755.190/0001-64   \n",
       "6760  2016    1  SENADOR 29      Aluguel  20.755.190/0001-64   \n",
       "\n",
       "                                             FORNECEDOR  DOCUMENTO       DATA  \\\n",
       "6756                       ALDECI JOSÉ DE MEDEIROS CABO      01/16 2016-02-15   \n",
       "6757                 COMPAINHA ENERGÉTICA DE PERNAMBUCO     406028 2016-05-01   \n",
       "6758                         JOSÉ CARLOS FONTAINE COSTA      01/16 2016-01-15   \n",
       "6759  SUBCONDOMINIO COMPLEXO EMPRESARIAL RM TRADE CE...  a0911/927 2015-12-16   \n",
       "6760  SUBCONDOMINIO COMPLEXO EMPRESARIAL RM TRADE CE...  a0912-927 2015-12-16   \n",
       "\n",
       "                                           DETALHAMENTO  VALOR_REEMBOLSADO  \n",
       "6756  Referente pagamento de sala destinada ao escri...            1800.00  \n",
       "6757  Consumo de energia elétrica do escritório parl...             206.33  \n",
       "6758  Referente pagamento de sala destinada ao escri...            2160.00  \n",
       "6759  Referente Taxa de condomínio do escritório par...             403.42  \n",
       "6760  Referente Taxa de condomínio do escritório par...             486.06  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Selecionando todas as despesas do senador 29\n",
    "senador29 = df[df['SENADOR'] == 'SENADOR 29']\n",
    "senador29.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(601, 10)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#O Senador 29 possui 601 despesas lançadas\n",
    "senador29.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qJZswYYJGjhypM2fOmAb3e+WVV1SrVi29/vrr8vT0tDoWBwBkFT5pACAT7ty5I6PRaPHL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\nFAL/HxHAikKgk/deAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbb479e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Criando um gráfico de barras para cada uma dos tipos de despesa do dataset\n",
    "sns.countplot(data=df, x='TIPO_DESPESA')\n",
    "\n",
    "#Definindo título\n",
    "plt.title('QUANTIDADE DE DESPESAS LANÇADAS')\n",
    "#Definindo o texto que ficará no eixo X e Y\n",
    "plt.xlabel('TIPO DE DESPESA')\n",
    "plt.ylabel('TOTAL DE DESPESAS LANÇADAS')\n",
    "#Exibindo gráfico\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MOjYJn+z8BA8zHwp6JgoTLGy/EFt7b0V1s+oSJSQqH9xquqF/w/6C2uzY2Xia9VSiRESF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      "text/plain": [
       "<matplotlib.figure.Figure at 0xcad1780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Criando um gráfico de linhas mostrando as despesas do Senador 29\n",
    "valores_senador29 = df.groupby('TIPO_DESPESA')['VALOR_REEMBOLSADO'].sum()\n",
    "valores_senador29.plot(kind='line', rot=0, color='green')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sioqKlJubK0n6r//6L1144YWSVOFpsHWMrfchs2bN0sSJE3XXXXfpwgsvrHCD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\n+jAx19Zhr9tlbgHwm6+7cwP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OaMWKFYrFYjpw4ABxHsaFIUfX4vxsOz39h8t++fLlateu\nnSSppKREhYWFkWzXz76OSpzXY+fiOQc9jj6s2b52bR32ul0X1yTX4sKQY1TiwpCjn32TiK+7c1t3\nVySuenFhyNG1OD/bnj17thYvXqzdu3dr3LhxyszM1NixY/Xzn/9cvXv3jly7qTima3Fej10qcgz6\nOQc9LhXHdK0Pk+lr19Zhr9t1cU1yLS4MOUYlLgw5+tk3iQTqK66+++471apVS1lZWcSlMC4MOboW\nV9Ntf/XVV8rOzlbDhg21bds25eXlqXPnzpFtN9XHdCEulWNX0+dijQvCfA37muRyH1YV59o67HW7\nLq5JLseFIceoxIUhRz/7ppSvG4tZd1ckrnpxYcjRtTi/227SpIkaNmwoSWrcuHGlNx5Rajfo8yHo\ncZK3Y+fiOQc9jj6s2b72q2+i0m4qjhf0eeNaXBhyjEpcGHL0e72uVH5+fsyvP927d4+tXr06lp+f\nH7vmmmtiy5cvj23bti128803E+dhXBhydC3O77b9uD79bDfo8yHocV6PnYvnHPQ4+jB4cytKY+J1\nu6k4XtDnjWtxYcgxKnFhyDGI67WvG4tZd1ckrnpxYcjRtTi/27aIUrtBnw9Bj7OK0ph4fc5Bj0vV\nMS2C3jd+9YufbQe93VQcL+jzxrW4MOQYlbgw5BjE9drXt3Nbd1ckrnpxYcjRtTi/27aIUrtBnw9B\nj7OK0phYBf08/BwTq6D3jV/94mfbQW83FccL+rxxLS4MOUYlLgw5BnG99vVJdLt27XTnnXfGd1fc\ntm2bxo4dq6uuuoo4D+PCkKNrcX63bRGldoM+H4IeZxWlMfH6nIMeRx8Gb2752XbQ203F8YI+b1yL\nC0OOUYkLQ45BXK99353bursicdWLC0OOrsX53bZFlNoN+nwIepxVlMbE63MOelyqjmkR9L7xq1/8\nbDvo7abieEGfN67FhSHHqMSFIcegrde+F9EAAAAAAISFr5+JBgAAAAAgTCiiAQAAAAAwoogGAAAA\nAMCIIhoAAAAAACOKaAAAAAAAjP4/KNwkxdjZXqIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd3ad978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Verificando a quantidade de despesas lançadas para cada senador.\n",
    "df['SENADOR'].value_counts().plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jDgAAAACAjdiIAwAAAABgIzbiAAAAAADYiI04AAAAAAA2YiMOAAAAAICN2IgD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\nedwQz2/EpX/9zUVZWVmzHtD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8Y1155ZXkHMpZfcwvvvgibI2qqipdcsklruiz23NeaGOs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\nEREREYmjfwCGCTl5S9itdwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd9924a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Verificando os senadores que tiveram mais dinheiro reembolsado, do maior para o menor\n",
    "valores_senadores = df.groupby('SENADOR')['VALOR_REEMBOLSADO'].sum().sort_values(ascending=False)\n",
    "valores_senadores.plot(kind='bar', color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Transformando todos os valores da coluna Data para apenas retornar o ano e mês\n",
    "df['DATA'] = df['DATA'].apply(lambda x: x.strftime('%Y-%m'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dMmtPc1fEGmtz9lWc1eY8s2a1Mc+sWW3O6wxZzTDN58Wr6HV2hiyj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\nCYAHdCIiIiIiIiIB/A/mBSJ7oR2wrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdaf7128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Verificando o quanto que foi pedido de reembolso durante todos os anos\n",
    "gastos_por_mes = df.pivot_table(index='DATA', values='VALOR_REEMBOLSADO', aggfunc=np.sum)\n",
    "gastos_por_mes.plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MEDIA</th>\n",
       "      <th>MEDIANA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATA</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1977-10</th>\n",
       "      <td>152.51</td>\n",
       "      <td>152.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03</th>\n",
       "      <td>139.16</td>\n",
       "      <td>139.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02</th>\n",
       "      <td>162.40</td>\n",
       "      <td>162.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09</th>\n",
       "      <td>675.00</td>\n",
       "      <td>675.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01</th>\n",
       "      <td>374.83</td>\n",
       "      <td>374.83</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          MEDIA  MEDIANA\n",
       "DATA                    \n",
       "1977-10  152.51   152.51\n",
       "1986-03  139.16   139.16\n",
       "2012-02  162.40   162.40\n",
       "2013-09  675.00   675.00\n",
       "2014-01  374.83   374.83"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Verificando a média e mediana dos valores reembolsados\n",
    "media = df.pivot_table(index='DATA', values='VALOR_REEMBOLSADO', aggfunc=np.mean)\n",
    "media.columns = ['MEDIA']\n",
    "mediana = df.pivot_table(index='DATA', values='VALOR_REEMBOLSADO', aggfunc=np.median)\n",
    "mediana.columns = ['MEDIANA']\n",
    "\n",
    "#Concatenando os DataFrames e verificando as primeiras linhas\n",
    "media_mediana = pd.concat([media, mediana], axis=1)\n",
    "media_mediana.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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jcePGyW63a/LkyZo2bZpM09SMGTOUmpqqSZMmac6cOSooKJDD4dDcuXMlSTNnztTs2bMV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\nSNAthBBCCCGEEEKEyf8HqpPbpLjL3kgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdf55e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotando a média e mediana dos anos\n",
    "media_mediana.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>SENADOR</th>\n",
       "      <th>TIPO_DESPESA</th>\n",
       "      <th>CNPJ_CPF</th>\n",
       "      <th>FORNECEDOR</th>\n",
       "      <th>DOCUMENTO</th>\n",
       "      <th>DATA</th>\n",
       "      <th>DETALHAMENTO</th>\n",
       "      <th>VALOR_REEMBOLSADO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26686</th>\n",
       "      <td>2016</td>\n",
       "      <td>12</td>\n",
       "      <td>SENADOR 93</td>\n",
       "      <td>Locomoção, hospedagem e alimentação</td>\n",
       "      <td>01.245.727/0001-00</td>\n",
       "      <td>Trevo Posto de Serviços Ltda</td>\n",
       "      <td>083555</td>\n",
       "      <td>2016-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>183.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26687</th>\n",
       "      <td>2016</td>\n",
       "      <td>12</td>\n",
       "      <td>SENADOR 93</td>\n",
       "      <td>Locomoção, hospedagem e alimentação</td>\n",
       "      <td>01.245.727/0001-00</td>\n",
       "      <td>Trevo Posto de Serviços Ltda</td>\n",
       "      <td>084787</td>\n",
       "      <td>2016-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26688</th>\n",
       "      <td>2016</td>\n",
       "      <td>12</td>\n",
       "      <td>SENADOR 93</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>09.296.295/0001-60</td>\n",
       "      <td>Azul</td>\n",
       "      <td>QGIJ8X</td>\n",
       "      <td>2016-07</td>\n",
       "      <td>Companhia Aérea: AZUL, Localizador: QGIJ8X. Pa...</td>\n",
       "      <td>1055.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26689</th>\n",
       "      <td>2016</td>\n",
       "      <td>12</td>\n",
       "      <td>SENADOR 93</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>21.443.582/0001-50</td>\n",
       "      <td>Pronto Produção de Eventos e Turismo Ltda</td>\n",
       "      <td>S6ZB6L</td>\n",
       "      <td>2016-12</td>\n",
       "      <td>Companhia Aérea: AZUL, Localizador: S6ZB6L. Pa...</td>\n",
       "      <td>390.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26690</th>\n",
       "      <td>2016</td>\n",
       "      <td>12</td>\n",
       "      <td>SENADOR 93</td>\n",
       "      <td>Passagens</td>\n",
       "      <td>21.443.582/0001-50</td>\n",
       "      <td>Pronto Produção de Eventos e Turismo Ltda</td>\n",
       "      <td>ZDS6KY</td>\n",
       "      <td>2016-12</td>\n",
       "      <td>Companhia Aérea: GOL, Localizador: ZDS6KY. Pas...</td>\n",
       "      <td>654.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ANO  MES     SENADOR                         TIPO_DESPESA  \\\n",
       "26686  2016   12  SENADOR 93  Locomoção, hospedagem e alimentação   \n",
       "26687  2016   12  SENADOR 93  Locomoção, hospedagem e alimentação   \n",
       "26688  2016   12  SENADOR 93                            Passagens   \n",
       "26689  2016   12  SENADOR 93                            Passagens   \n",
       "26690  2016   12  SENADOR 93                            Passagens   \n",
       "\n",
       "                 CNPJ_CPF                                 FORNECEDOR  \\\n",
       "26686  01.245.727/0001-00               Trevo Posto de Serviços Ltda   \n",
       "26687  01.245.727/0001-00               Trevo Posto de Serviços Ltda   \n",
       "26688  09.296.295/0001-60                                       Azul   \n",
       "26689  21.443.582/0001-50  Pronto Produção de Eventos e Turismo Ltda   \n",
       "26690  21.443.582/0001-50  Pronto Produção de Eventos e Turismo Ltda   \n",
       "\n",
       "      DOCUMENTO     DATA                                       DETALHAMENTO  \\\n",
       "26686    083555  2016-12                                                NaN   \n",
       "26687    084787  2016-12                                                NaN   \n",
       "26688    QGIJ8X  2016-07  Companhia Aérea: AZUL, Localizador: QGIJ8X. Pa...   \n",
       "26689    S6ZB6L  2016-12  Companhia Aérea: AZUL, Localizador: S6ZB6L. Pa...   \n",
       "26690    ZDS6KY  2016-12  Companhia Aérea: GOL, Localizador: ZDS6KY. Pas...   \n",
       "\n",
       "       VALOR_REEMBOLSADO  \n",
       "26686             183.40  \n",
       "26687              50.00  \n",
       "26688            1055.41  \n",
       "26689             390.18  \n",
       "26690             654.28  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Selecionando reembolsos feitos apenas em 2016\n",
    "dados2016 = df[(df['DATA'] >= '2016-01') & (df['DATA'] <= '2016-12')]\n",
    "#Ultimas linhas do arquivo\n",
    "dados2016.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>TIPO_DESPESA</th>\n",
       "      <th>Aluguel</th>\n",
       "      <th>Contratações</th>\n",
       "      <th>Despesas gerais</th>\n",
       "      <th>Divulgação</th>\n",
       "      <th>Locomoção, hospedagem e alimentação</th>\n",
       "      <th>Passagens</th>\n",
       "      <th>Segurança</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATA</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01</th>\n",
       "      <td>681720.72</td>\n",
       "      <td>519205.27</td>\n",
       "      <td>130287.53</td>\n",
       "      <td>419496.30</td>\n",
       "      <td>879021.59</td>\n",
       "      <td>425766.63</td>\n",
       "      <td>284426.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02</th>\n",
       "      <td>355621.91</td>\n",
       "      <td>286143.29</td>\n",
       "      <td>103718.82</td>\n",
       "      <td>252818.74</td>\n",
       "      <td>592270.58</td>\n",
       "      <td>487826.19</td>\n",
       "      <td>21832.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03</th>\n",
       "      <td>361367.60</td>\n",
       "      <td>255112.80</td>\n",
       "      <td>94986.41</td>\n",
       "      <td>291705.97</td>\n",
       "      <td>440847.14</td>\n",
       "      <td>586842.49</td>\n",
       "      <td>33859.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04</th>\n",
       "      <td>392789.93</td>\n",
       "      <td>243225.69</td>\n",
       "      <td>93684.00</td>\n",
       "      <td>224044.85</td>\n",
       "      <td>462819.68</td>\n",
       "      <td>549032.37</td>\n",
       "      <td>21978.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05</th>\n",
       "      <td>765999.20</td>\n",
       "      <td>275629.88</td>\n",
       "      <td>80266.83</td>\n",
       "      <td>263856.45</td>\n",
       "      <td>476910.51</td>\n",
       "      <td>520546.83</td>\n",
       "      <td>39480.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06</th>\n",
       "      <td>371057.80</td>\n",
       "      <td>219292.74</td>\n",
       "      <td>90153.46</td>\n",
       "      <td>320627.83</td>\n",
       "      <td>423650.18</td>\n",
       "      <td>624275.09</td>\n",
       "      <td>13873.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07</th>\n",
       "      <td>306088.26</td>\n",
       "      <td>136238.66</td>\n",
       "      <td>67689.75</td>\n",
       "      <td>200566.67</td>\n",
       "      <td>475541.95</td>\n",
       "      <td>453256.15</td>\n",
       "      <td>7124.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08</th>\n",
       "      <td>252439.17</td>\n",
       "      <td>202764.55</td>\n",
       "      <td>78291.64</td>\n",
       "      <td>256752.60</td>\n",
       "      <td>420363.64</td>\n",
       "      <td>578393.33</td>\n",
       "      <td>34069.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09</th>\n",
       "      <td>334052.65</td>\n",
       "      <td>107722.85</td>\n",
       "      <td>78875.75</td>\n",
       "      <td>200740.90</td>\n",
       "      <td>473085.66</td>\n",
       "      <td>469299.83</td>\n",
       "      <td>9194.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10</th>\n",
       "      <td>501062.14</td>\n",
       "      <td>164543.91</td>\n",
       "      <td>67328.87</td>\n",
       "      <td>177911.21</td>\n",
       "      <td>450851.79</td>\n",
       "      <td>561046.36</td>\n",
       "      <td>6204.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11</th>\n",
       "      <td>284476.07</td>\n",
       "      <td>292906.28</td>\n",
       "      <td>82938.67</td>\n",
       "      <td>245109.00</td>\n",
       "      <td>351032.82</td>\n",
       "      <td>531063.42</td>\n",
       "      <td>13834.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12</th>\n",
       "      <td>276560.04</td>\n",
       "      <td>269498.04</td>\n",
       "      <td>73595.38</td>\n",
       "      <td>306955.27</td>\n",
       "      <td>361582.07</td>\n",
       "      <td>324965.54</td>\n",
       "      <td>8991.71</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "TIPO_DESPESA    Aluguel  Contratações  Despesas gerais  Divulgação  \\\n",
       "DATA                                                                 \n",
       "2016-01       681720.72     519205.27        130287.53   419496.30   \n",
       "2016-02       355621.91     286143.29        103718.82   252818.74   \n",
       "2016-03       361367.60     255112.80         94986.41   291705.97   \n",
       "2016-04       392789.93     243225.69         93684.00   224044.85   \n",
       "2016-05       765999.20     275629.88         80266.83   263856.45   \n",
       "2016-06       371057.80     219292.74         90153.46   320627.83   \n",
       "2016-07       306088.26     136238.66         67689.75   200566.67   \n",
       "2016-08       252439.17     202764.55         78291.64   256752.60   \n",
       "2016-09       334052.65     107722.85         78875.75   200740.90   \n",
       "2016-10       501062.14     164543.91         67328.87   177911.21   \n",
       "2016-11       284476.07     292906.28         82938.67   245109.00   \n",
       "2016-12       276560.04     269498.04         73595.38   306955.27   \n",
       "\n",
       "TIPO_DESPESA  Locomoção, hospedagem e alimentação  Passagens  Segurança  \n",
       "DATA                                                                     \n",
       "2016-01                                 879021.59  425766.63  284426.09  \n",
       "2016-02                                 592270.58  487826.19   21832.40  \n",
       "2016-03                                 440847.14  586842.49   33859.82  \n",
       "2016-04                                 462819.68  549032.37   21978.24  \n",
       "2016-05                                 476910.51  520546.83   39480.96  \n",
       "2016-06                                 423650.18  624275.09   13873.95  \n",
       "2016-07                                 475541.95  453256.15    7124.31  \n",
       "2016-08                                 420363.64  578393.33   34069.32  \n",
       "2016-09                                 473085.66  469299.83    9194.48  \n",
       "2016-10                                 450851.79  561046.36    6204.09  \n",
       "2016-11                                 351032.82  531063.42   13834.51  \n",
       "2016-12                                 361582.07  324965.54    8991.71  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Geração dos dados para o mapa de calor\n",
    "#Criando uma Pivot Table\n",
    "mapa_de_calor = dados2016.pivot_table(index='DATA', values='VALOR_REEMBOLSADO', columns='TIPO_DESPESA', aggfunc=np.sum)\n",
    "mapa_de_calor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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dh018bfqB/tdJiHpJky593jpfgLCAB7hXqKoqA0DXoRNo0b3//3nFZZxI9M8/n7D3Nk1X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Lj5JRq85aaBpeQWUgpUFS2JKhuP+4Im5pYglYip5mFLgLMVn9U3PJNkUjFhbjZUdbdh7M/R6IHl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\nkGflMxoRE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Fe/3eV6WjG25hIszSTcy1Ya8/JLNBSpNAQ7G34XYa7W3M4oZuqBJ2tpanna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p6BIZHBgeTnZuNWujwO7iWQSKVEvpQ4JTzoHk6epZFIpLiWKkd8ZJjW+/W0mL5fVja2ZGVm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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe1abe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Gerando o mapa de calor\n",
    "sns.heatmap(mapa_de_calor, annot=True, fmt='g', cmap='Blues')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}